FRANKFURT—Researchers for the European Central Bank said they have uncovered strong evidence that investors are making tens of millions of dollars a year by trading on U.S. economic data before it is officially released.

In a study published on Monday, the researchers warned that details of many macroeconomic announcements were “known by some market participants in advance.” They called for an investigation “to definitively determine” how the data was being leaked.